2011 Signal Separation Evaluation Campaign
Under-determined speech and music mixtures
Test2 database

For details about each algorithm, click on "Algorithm".
Performance are evaluated using SIR/SDR/SAR metrics defined by BSS_EVAL and OPS/TPS/IPS/APS defined in PEASS 2.0.

SiSEC2010 submissions are also evaluated with PEASS 2.0 in the detailed result tables, to compare the PEASS results of SiSEC2010, where the PEASS version was 1.0.

The audio files below are made available under the terms of the Creative Commons Attribution-NonC ommercial-ShareAlike 2.0 license. The authors are Shannon Hurley, Nine Inch Nails, AlexQ (Alexander Lozupone), Mokamed, Carl Leth and Jim's Big Ego for musi c source signals and Hiroshi Sawada for mixture signals.

AVERAGE RESULTS

Average for 3 speech mixtures (male3&female3)
Average for 4 speech mixtures (male4&female4)
Average for music mixtures (nodrums&wdrums)

DETAILED RESULTS


Instantaneous mixtures
female3
mix		female4
mix		male3
mix		male4
mix		nodrums
mix		wdrums
mix
Algorithm
A. Ozerov and E. Vincent
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
11.5 13.4 14.2
23.7 24.6 23.9
18.7 21.1 23.0
12.2 14.1 15.0

59.6 63.2 64.0
63.6 66.4 65.2
74.9 77.5 77.7
64.9 58.6 58.9 		sim1 sim2 sim3 sim4 
11.9  8.3  9.9 13.5
23.0 14.5 21.0 20.6
17.8 17.1 15.4 22.8
13.2  8.7 11.1 14.5

43.6 40.6 48.3 51.2
65.3 64.7 66.4 71.1
61.5 54.8 65.8 68.3
52.1 48.0 54.1 49.9 		sim1 sim2 sim3 
 6.1  7.2 24.4
13.6 15.4 44.0
12.4 13.1 29.1
 6.4  7.8 26.3

38.5 45.3 94.7
70.0 63.5 92.8
60.4 64.3 93.5
38.1 49.4 86.7 		sim1 sim2 sim3 sim4 
 4.6  6.2 12.4  8.5
11.8 11.8 24.4 14.4
 8.3 11.7 17.2 16.5
 5.6  6.6 13.9  9.1

33.7 40.2 51.1 37.2
59.0 73.6 63.4 65.4
55.0 57.0 68.9 65.8
38.7 38.3 65.6 37.2 		sim1 sim2 sim3 
11.4  6.3 11.0
25.2 12.0 15.7
14.0 10.5 16.7
15.1  9.5 14.3

83.4 46.5 26.4
71.0 76.6 37.3
93.1 72.4 32.0
86.7 77.1 39.6 		sim1 sim2 sim3 
33.3 17.3  3.6
46.0 36.6  5.0
41.2 17.4 17.9
34.4 39.5  6.8

83.1 98.9 30.1
92.8 92.8  7.3
88.2 96.8 59.6
86.7 86.7  0.6
Algorithm
B. Makkiabadi(*1)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 src1 src2 src3 
 9.9  8.8  6.8

16.6 14.7 11.5
11.0 10.3  8.9

43.1 42.7 39.9

65.5 67.0 55.4
14.9 14.6 24.5 		src1 src2 src3 src4 
 0.5  6.1  4.6  2.7

 3.9  9.7 12.0  8.2
 4.7  9.0  5.8  4.7

27.3 36.3 25.4 27.7

28.7 44.1 51.3 49.1
13.0 22.8  0.2  0.9 		src1 src2 src3 
18.4  1.3  2.7

28.2  5.7  7.4
18.9  4.2  5.3

58.2 27.5 30.7

83.5 54.5 55.4
84.5  1.8  2.2 		src1 src2 src3 src4 
-1.1  7.8 -0.1  3.5

 2.6 13.6  5.9  7.8
 3.2  9.3  2.1  6.1

23.4 39.3 24.1 29.1

47.0 57.0 46.9 44.0
 0.2 14.3  0.3  4.4 		src1 src2 src3 
 5.1 -1.1  4.9

 8.1  0.9  8.0
 8.8  5.9  8.5

35.3 24.1  8.8

63.2 32.3 10.2
 4.9  4.5  0.5 		src1 src2 src3 
19.9 -0.4 28.0

24.4  9.7 37.6
21.8  0.5 28.5

67.4 21.7 62.5

82.7 77.0 70.5
86.7  0.0 57.8
Algorithm
M. Cobos
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
10.6 11.0  9.6

23.2 24.9 19.7
10.9 11.2 10.1

46.0 42.9 61.4

77.6 78.9 78.4
13.0  9.8 34.8 		sim1 sim2 sim3 sim4 
 9.6  9.7  3.0  7.3

22.2 25.1  7.7 18.0
 9.8  9.8  5.5  7.8

37.5 33.2 36.8 43.5

75.2 76.0 41.0 75.2
 5.9  3.5 43.6 11.4 		sim1 sim2 sim3 
10.6  4.5  6.4

22.9  9.4 18.5
10.9  6.7  6.7

32.5 39.9 36.8

79.7 60.9 73.9
 4.0 12.8  5.2 		sim1 sim2 sim3 sim4 
 5.7  3.7  2.0  5.3

21.1 14.3  6.1 16.9
 5.9  4.3  5.1  5.7

37.2 31.9 36.2 29.4

75.9 67.9 44.4 69.7
 5.7  2.0 23.7  1.2 		sim1 sim2 sim3 
 5.4  9.6 -0.1

15.4 14.6  1.6
 5.9 11.4  7.0

53.3 22.9 49.9

71.6 45.9 71.2
36.2  0.1 74.6 		sim1 sim2 sim3 
 8.5 -9.6 21.8

22.9 -2.4 31.4
 8.6 -4.3 22.3

45.7 21.6 33.5

79.4 65.2 78.3
11.9  0.0  4.0
STFT Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
10.2 10.4 10.9
19.0 17.9 21.3
21.2 22.8 19.5
10.3 10.8 11.3

38.2 42.3 30.0
59.6 61.3 65.1
71.1 71.6 54.7
40.9 44.8 21.2 		sim1 sim2 sim3 sim4 
 8.4 10.6  9.5 10.6
14.9 20.3 19.1 17.9
19.0 22.6 17.8 22.2
 8.7 10.8  9.9 11.2

35.4 27.0 28.1 32.6
52.0 52.2 60.1 52.5
70.2 67.5 59.3 72.3
39.4 20.4 18.8 34.6 		sim1 sim2 sim3 
 9.8  9.6  9.6
18.8 18.5 17.6
21.4 18.8 19.9
 9.8  9.9  10.0

39.1 26.7 42.0
64.6 51.5 62.2
73.0 62.9 73.0
38.8 17.4 43.5 		sim1 sim2 sim3 sim4 
 8.1  7.8  7.6  7.9
16.0 16.3 14.7 14.6
18.6 17.6 17.3 17.6
 8.1  7.8  7.7  7.9

30.3 29.5 31.6 24.6
57.5 56.0 56.6 45.3
72.4 68.7 72.0 68.3
28.7 26.5 31.4 13.7 		sim1 sim2 sim3 
 3.7  8.6  7.9
 5.8 16.6 12.2
12.1 11.3 12.8
 5.8 13.2 12.0

35.6 34.7 25.0
46.4 35.5 38.1
48.9 65.3 27.8
46.9 37.5 47.6 		sim1 sim2 sim3 
19.7  9.2  6.7
32.6 16.1 10.6
24.0 20.8 17.0
22.0 10.1  6.9

34.8 18.2 27.5
68.8 11.5 64.3
70.3 62.7 68.5
29.9  2.4 18.3
Cochleagram Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 8.3  8.3 10.2
14.9 14.6 20.1
17.3 18.0 16.1
 8.8  8.8 11.5

20.7 24.0 22.4
30.9 38.4 13.9
71.8 73.6 72.1
16.8 22.5 12.0 		sim1 sim2 sim3 sim4 
 6.5  9.6  8.6  8.3
12.1 16.6 17.1 13.4
15.5 17.6 15.1 18.6
 6.6 10.8  9.6  9.3

21.4 21.3 22.1 22.9
27.0 17.2  6.1 17.6
71.9 72.3 71.1 71.1
17.6  9.9  6.0 15.7 		sim1 sim2 sim3 
 7.3  7.4  7.4
14.2 16.0 13.6
17.9 14.2 17.2
 7.2  7.9  7.8

19.1 22.9 20.1
35.0 10.2 42.5
71.6 72.9 72.7
14.6 10.7 19.4 		sim1 sim2 sim3 sim4 
 6.2  7.3  5.6  6.3
12.7 12.6 10.7 12.1
14.8 15.3 14.0 14.0
 6.0  8.5  5.6  6.4

19.8 21.8 17.9 20.8
40.0 13.7 29.4  4.4
71.2 70.1 72.0 67.0
13.4  10.0 12.9  3.5 		sim1 sim2 sim3 
 4.2  8.5  9.1
 7.1 14.3 13.0
 9.9 12.0 13.5
 7.7 12.3 14.4

24.3 18.7 44.3
 0.4  4.1  0.1
65.4 68.7 45.9
 1.8 10.8  0.2 		sim1 sim2 sim3 
15.9 12.1 10.4
20.7 17.8 15.2
27.4 26.5 24.6
17.8 13.8 11.2

56.1 36.6 36.1
67.4 50.8 70.2
78.3 70.8 79.2
49.1 40.8 30.8
Algorithm
A.Ozerov et al. (SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
13.2 15.1 15.9
25.0 26.6 25.0
20.3 22.4 24.9
14.1 16.0 16.8

61.6 60.4 60.6
63.6 64.7 61.8
76.3 75.1 75.0
64.8 63.3 63.5 		sim1 sim2 sim3 sim4 
12.5  8.6 10.2 14.0
23.8 15.6 18.8 23.4
19.2 16.7 17.1 22.2
13.5  9.1 10.9 14.8

44.5 37.3 47.5 49.7
66.2 63.8 68.6 72.8
66.7 60.0 67.8 69.3
48.1 43.9 48.7 43.8 		sim1 sim2 sim3 
 7.1  8.1 25.2
14.1 17.3 41.6
14.3 14.0 30.5
 7.3  9.1 26.9

40.2 43.2 95.9
69.8 70.1 92.8
63.2 64.9 94.3
38.7 43.0 86.7 		sim1 sim2 sim3 sim4 
 5.2  6.5 12.6  8.9
13.0 12.5 24.8 15.5
 9.8 12.8 17.8 16.9
 6.0  6.8 14.0  9.3

34.2 39.0 49.3 35.6
69.6 72.1 61.7 60.8
61.1 63.6 69.4 67.5
32.3 35.1 68.7 37.2 		sim1 sim2 sim3 
11.5  6.6 11.2
26.9 12.1 15.2
13.3 10.0 16.8
16.6 10.4 15.2

91.3 47.0 26.0
79.4 73.3 29.8
94.3 72.3 35.5
86.7 73.9 31.4 		sim1 sim2 sim3 
33.9 23.8  6.7
47.9 36.3 20.9
44.4 34.9 16.9
34.4 24.3  7.2

88.4 98.9 35.5
92.3 90.8  1.4
90.6 97.1 47.6
86.7 86.7  0.4
(*1) The submission (and evaluated) duration is 9.99 sec.


Simulated recordings with 20cm microphone spacing and 130ms reverberation time
female3
mix		female4
mix		male3
mix		male4
mix		nodrums
mix		wdrums
mix
Algorithm
Y.Hirasawa
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 4.3  1.2  0.8
 7.0  7.9  1.1
 7.1 -0.2  2.2
 6.8  8.2 -0.9

29.2 26.1 22.8
46.8 52.5 28.1
48.3 39.8 51.1
45.6 50.4 34.6 		sim1 sim2 sim3 sim4 
 0.1  0.7  3.1  0.8
 0.6  1.3  5.4  8.1
-6.5  1.0  5.2 -0.2
-0.0  1.2  4.5  6.3

16.6 17.3 26.6 27.0
18.5 22.9 47.9 48.4
35.5 38.1 46.9 41.7
33.0 35.5 43.3 47.5 		sim1 sim2 sim3 
 0.9  0.0  3.3
 1.4  5.4  5.6
 1.4 -3.0  4.9
 0.6  7.1  5.7

23.3 22.4 26.7
30.8 46.9 50.2
46.8 30.0 48.4
37.2 50.0 46.9 		sim1 sim2 sim3 sim4 
 0.8  0.9  2.0 -0.0
 1.6  5.3  5.7  0.7
 1.6 -1.5  1.2 -4.7
 1.4  5.9  5.8  0.1

17.4 22.4 26.3 16.1
27.8 41.7 36.8 23.0
41.6 33.3 40.0 39.0
36.9 46.6 43.3 34.4



















Algorithm
K.Iso
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 9.0  6.4  7.5
13.7  8.9 13.9
12.4 10.9  9.6
13.8 11.0 13.3

18.7 11.2 23.3
38.7 38.1 55.5
23.0 12.7 44.9
49.1 71.4 73.9









sim1 sim2 sim3 
 6.3  8.8  9.8
 9.2 15.7 16.1
11.9 11.3 13.2
 8.4 12.5 12.9

36.3 31.1 26.9
66.3 61.1 58.8
46.7 50.1 47.8
61.5 72.0 74.2





























Algorithm
J.Cho
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 8.6  6.7  6.2
16.0 16.1  7.8
11.0  8.7 14.5
13.7 13.9  9.9

19.0 19.9 26.4
55.6 58.1 58.0
43.9 41.2 46.9
80.1 79.6 71.8 		sim1 sim2 sim3 sim4 
-0.4  0.0  1.8  0.1
 3.1  2.3  4.0  3.1
-0.0 -2.6  2.7 -1.3
 8.1  6.1  6.4  6.8

19.8 29.4 27.6 25.4
28.3 53.2 40.1 38.0
13.2 32.3 24.5 22.1
45.9 59.8 52.0 51.2 		sim1 sim2 sim3 
 7.9  4.6  6.9
16.0  7.0 13.9
10.1  9.7  8.9
13.3  7.1 12.3

16.7 23.3 17.4
54.0 46.8 49.5
45.1 20.9 27.6
81.5 61.4 70.7 		sim1 sim2 sim3 sim4 
 4.2  2.8  2.1  3.9
10.2  6.1  6.2  6.3
 5.6  4.5  3.4  6.9
 8.8  7.4  7.8  6.6

35.8 33.8 33.4 36.0
62.1 62.2 65.6 62.1
35.8 40.5 36.3 44.2
56.2 61.0 54.9 60.2 		sim1 sim2 sim3 
 0.9  1.1 -3.4
 2.8  3.7  3.6
 1.6  2.4 -7.5
 7.6  6.8  7.9

 9.9 22.4 13.7
 7.4 12.8  4.6
 1.3 14.1  9.8
55.1 12.3  7.7 		sim1 sim2 sim3 
-0.4  1.2  1.0
 4.5  4.2  4.4
 0.0  0.8  0.3
 4.5 10.9 10.2

19.3 11.3  8.9
24.4  3.8  2.8
23.9  2.8  2.4
38.8 20.1  7.8
Algorithm
F.Nesta (1)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 5.4  4.3  7.0
 9.7  6.0 14.4
 6.6  8.9  8.7
11.3  8.3 11.7

17.8 35.3 26.4
56.3 62.2 57.5
42.7 51.2 52.5
81.1 64.7 77.3 		sim1 sim2 sim3 sim4 
 4.7  6.5  3.5  4.1
 8.3  8.8  9.8  5.7
 8.0 12.5  4.2  9.6
 6.2  9.5  7.7  6.9

39.0 36.0 33.4 37.3
67.9 64.4 63.0 60.4
48.7 46.7 41.8 48.8
54.9 61.7 63.6 56.6 		sim1 sim2 sim3 
 8.3  7.7  5.0
14.8 10.5  7.9
10.5 12.2  9.1
12.6 11.3  7.6

33.1 35.3 43.2
59.9 60.1 68.4
55.2 58.2 54.8
73.1 71.7 57.2 		sim1 sim2 sim3 sim4 
 3.7  2.7  4.5  3.6
 9.8  3.9 10.7  5.3
 4.5  7.9  5.8  9.1
 8.2  5.9  8.2  5.6

35.2 38.2 30.8 38.1
69.7 64.5 67.1 66.3
41.9 54.3 36.8 52.7
59.4 50.5 65.2 45.5 		sim1 sim2 sim3 
-0.7  2.1  1.2
 7.2  4.9  2.2
-3.0  1.7  0.1
 7.5  6.8  6.3

20.5 16.8  8.5
32.7  4.2  2.3
23.1 14.2  0.3
32.2  2.5 50.2 		sim1 sim2 sim3 
-3.2  1.7  3.6
 9.9  4.2  3.8
-5.1  1.9 17.4
11.8 13.4 14.7

25.7 26.7 28.3
70.2 42.2 47.0
18.1 25.9 36.2
54.0 60.0 47.3
Algorithm
F.Nesta (2)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 5.6  4.5  6.9
11.7  6.4 15.2
 7.2  9.9 10.2
10.1  8.4  9.9

41.8 44.6 45.8
63.7 63.4 65.2
57.8 60.6 61.2
64.4 56.3 60.2 		sim1 sim2 sim3 sim4 
 4.9  7.3  3.4  4.5
 9.1 10.4 11.7  6.0
 9.3 15.3  4.5 12.9
 6.1  9.2  7.6  6.8

38.0 40.7 38.5 37.9
64.0 63.2 62.7 60.4
54.5 54.4 48.7 56.7
48.3 56.2 57.9 51.3 		sim1 sim2 sim3 
 8.1  8.0  5.4
16.7 12.4  9.0
11.7 13.6 10.4
10.4  9.8  7.4

44.5 47.2 42.4
65.4 67.2 69.0
59.9 64.1 64.6
60.9 54.3 43.5 		sim1 sim2 sim3 sim4 
 3.7  2.8  4.3  3.7
11.2  3.7 13.1  5.6
 4.8 12.1  5.9 11.3
 7.9  5.3  8.0  5.2

39.1 35.1 39.0 35.0
69.6 57.2 70.4 60.1
50.5 64.5 50.1 58.0
50.5 41.5 52.8 42.9 		sim1 sim2 sim3 
-1.1  1.7  1.2
 7.4  5.1  2.2
-3.0  1.0  0.7
 5.8  6.0  5.3

26.4  10.0  6.5
30.0  3.1  1.1
28.9 21.7  0.6
24.6  1.7 41.8 		sim1 sim2 sim3 
-4.0  0.9  3.6
 9.7  3.9  3.9
-5.7  1.1 16.8
11.5 13.4 13.0

25.8 28.9 21.4
46.9 36.3 45.8
31.9 28.4 26.7
45.3 43.7 43.2
Algorithm
A.Ozerov and E. Vincent
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 2.8  7.4  2.5
 5.0 13.9  9.0
 6.2 11.5  3.1
 6.0  9.3  7.6

31.3 36.1 36.8
58.8 62.1 62.5
49.0 52.5 53.6
69.0 67.2 62.0 		sim1 sim2 sim3 sim4 
 2.1  3.4  4.0  3.5
11.6  4.7  8.3  8.4
 2.6 11.7  7.2  6.4
 7.0  4.9  6.0  4.9

35.2 39.1 36.3 38.0
54.8 62.1 58.3 57.2
39.9 53.8 43.2 53.8
54.9 51.3 57.0 49.9 		sim1 sim2 sim3 
 6.6  4.0  8.9
 10.0  9.9 15.2
12.5  6.6 13.3
 9.2  6.9 11.6

46.1 40.6 32.8
64.2 62.9 59.9
63.9 52.8 55.0
65.3 61.4 72.8 		sim1 sim2 sim3 sim4 
 4.6  3.9  4.4  4.8
11.0  5.4  8.2 15.0
 7.3 12.4  9.9  6.2
 6.6  5.4  5.4  9.0

36.1 39.5 38.5 35.3
59.4 61.5 64.1 58.1
45.5 60.0 57.8 44.0
60.4 46.9 44.1 62.5 		sim1 sim2 sim3 
-0.4  0.9  0.3
 8.6  8.0  0.9
-1.8 -0.2  0.8
 8.4  8.5  7.0

19.4 17.3  8.9
50.8  5.7  3.7
33.0 19.9  0.5
68.2  3.6 50.2 		sim1 sim2 sim3 
 5.8  2.5  2.6
12.5 15.1  2.7
 7.1  2.8 17.8
12.0 17.3 13.2

37.5 16.7 29.4
80.0 47.3 50.4
45.5 24.4 39.1
37.9 71.8 49.5
STFT Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
11.0 10.2 11.8
18.8 18.2 22.1
20.7 21.2 20.9
11.7 11.0 12.3

48.8 48.0 51.4
67.2 64.4 66.7
64.6 67.5 68.0
56.1 53.1 56.3 		sim1 sim2 sim3 sim4 
10.4  9.3 11.5  9.2
19.8 17.0 20.1 14.7
19.8 17.5 21.5 21.0
10.9  9.9 12.2  9.9

46.1 40.7 42.7 39.5
65.8 60.1 62.3 60.3
69.5 68.7 71.6 70.4
47.4 45.6 45.0 43.0 		sim1 sim2 sim3 
 9.5 10.6 10.1
18.8 19.8 19.2
20.8 21.2 20.2
 9.6 10.9 10.5

32.3 45.7 45.2
64.7 65.7 66.0
72.9 67.6 68.1
28.6 49.6 48.4 		sim1 sim2 sim3 sim4 
 8.5  9.5  9.5  8.8
16.0 17.9 18.0 16.6
19.9 18.6 20.0 18.3
 8.7 10.1  9.8  9.1

30.1 38.5 43.1 30.6
62.0 65.4 65.3 61.0
72.9 70.9 68.5 75.3
25.6 38.0 45.9 26.5 		sim1 sim2 sim3 
 6.7  7.4  5.5
12.1 12.3 11.8
13.0 12.7  9.7
 8.3 10.6  6.7

31.7 38.5 21.4
62.7 43.4 56.3
57.8 61.6 33.7
65.1 39.4 38.5 		sim1 sim2 sim3 
 8.9 14.7 17.8
15.0 23.6 25.7
20.8 21.6 25.8
 9.5 16.2 19.5

22.1 16.0 28.8
39.2 90.4 78.2
74.7 38.0 45.9
 8.2 46.4 50.2
Cochleagram Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 8.0  7.8  8.9
14.6 15.5 17.6
17.4 17.2 17.5
 8.4  8.2  9.3

30.6 25.9 26.1
56.0 53.6 54.5
73.0 74.3 73.7
30.8 24.1 23.9 		sim1 sim2 sim3 sim4 
 6.7  6.3  8.4  6.0
12.9 12.3 15.6 10.1
15.4 13.8 16.6 16.6
 7.0  6.6  8.8  6.4

23.9 22.5 26.3 22.8
49.7 36.9 43.0 37.3
73.1 73.0 72.9 73.4
20.9 17.8 26.0 20.5 		sim1 sim2 sim3 
 7.4  8.2  7.8
15.0 16.6 15.0
18.1 17.3 17.8
 7.3  8.5  8.1

24.6 26.6 24.6
48.5 59.6 59.8
73.4 73.8 73.9
18.4 22.3 21.9 		sim1 sim2 sim3 sim4 
 5.7  6.9  7.0  6.0
11.5 14.5 13.5 11.2
17.0 15.0 17.2 15.4
 5.4  7.2  7.0  6.2

23.4 24.1 25.8 20.7
37.1 48.2 51.1 33.5
72.9 73.4 73.0 73.1
18.1 21.1 24.2 11.9 		sim1 sim2 sim3 
 5.3  5.9  3.6
11.5  9.8  6.2
10.1 12.1  8.7
 6.8  8.1  3.3

27.0 24.8 22.1
44.8 10.3 13.6
64.5 68.3 63.8
22.8 18.1 22.1 		sim1 sim2 sim3 
 5.6 10.6 13.0
 9.7 16.9 20.5
16.5 16.3 17.8
 5.9 12.6 15.7

23.3 31.3 30.5
 7.4 32.3 31.2
69.0 62.0 67.2
 6.0 34.6 32.7
Algorithm
A.Ozerov et al.(SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 9.4  4.2  4.3
19.6 13.0  5.5
11.7  5.1 14.1
13.5 10.3  7.3

32.0 31.7 42.9
60.5 60.7 63.5
51.8 49.8 58.6
71.5 69.7 63.0 		sim1 sim2 sim3 sim4 
 1.3  1.8  3.6  3.3
12.3  2.3 13.4  5.2
 0.9 10.8  5.0 10.1
 9.7  6.2  7.8  4.7

37.4 40.8 34.8 37.0
63.6 66.1 63.2 56.6
48.6 58.5 42.7 54.5
53.2 49.3 56.9 47.8 		sim1 sim2 sim3 
 1.6  6.8  4.0
 9.6 12.6  5.5
 2.3  9.5 12.4
 7.1 11.1  6.7

38.6 43.3 43.5
69.1 64.7 64.1
48.9 59.4 60.4
59.8 63.2 63.2 		sim1 sim2 sim3 sim4 
 3.4  2.7  3.0  3.1
11.4  3.7 13.2  4.9
 4.3 10.4  3.6  9.0
 7.9  5.5  8.6  4.8

39.2 35.9 35.4 37.1
67.5 63.4 68.1 61.5
49.1 55.9 43.5 59.0
57.0 44.4 60.0 44.1 		sim1 sim2 sim3 
 1.4 -4.1  0.6
 4.0 11.0  0.8
 0.4 -5.5 13.2
 8.0 10.8  7.3

12.0  8.7 15.6
64.9 41.5  8.3
47.4 22.8 17.3
70.6 75.0 35.7 		sim1 sim2 sim3 
 2.5  2.6  6.4
 2.6 15.2 16.6
19.6  2.8  7.8
15.1 19.6 12.3

28.5  8.9 33.7
50.3 44.8 74.6
36.6 24.7 64.2
49.3 80.9 23.6
Algorithm
H.Sawada (SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 6.1  7.0  6.7
12.9 11.8 10.2
 9.8 11.7 12.8
 9.4  9.8  9.2

42.8 32.3 29.9
64.6 45.0 55.4
58.8 38.9 31.3
54.9 47.6 56.9 		sim1 sim2 sim3 sim4 
 5.8  5.5  4.6  4.7
 8.5 13.0  9.2 10.6
13.4  8.8  8.8  8.0
 7.8  7.6  5.9  6.8

28.6 26.7 29.2 35.6
41.6 57.6 55.1 64.1
44.7 34.8 50.1 48.7
44.4 51.9 40.5 49.2 		sim1 sim2 sim3 
 5.5  7.3  8.6
11.4 12.5 15.9
10.3 13.8 14.8
 6.6  8.9  9.5

37.4 43.3 42.3
74.6 69.7 67.5
62.8 64.3 60.1
31.9 45.8 51.9 		sim1 sim2 sim3 sim4 
 5.3  1.0  2.2  3.0
11.8  6.4  4.3  7.6
 9.2  0.8  6.5  5.5
 7.0  5.9  4.6  5.3

30.5 21.8 25.1 25.9
67.2 34.6 30.1 43.8
45.1 27.4 43.7 51.2
40.2 45.5 37.9 36.5 		sim1 sim2 sim3 
 1.0 -2.6  0.5
 2.8  5.9  2.5
 2.7 -5.4 -2.3
 6.0  5.1  4.2

 8.0 31.4 18.3
12.2 39.1  6.7
 2.1 37.1 32.9
55.2 37.5 14.2 		sim1 sim2 sim3 
 3.7  2.5  2.5
 7.4  6.5  5.3
 9.0  3.4  4.6
 4.8 11.9 11.7

24.5 15.1 11.1
51.5 10.1  6.4
53.8 18.5  4.5
21.0 25.8 24.4


Simulated recordings with 4cm microphone spacing and 130ms reverberation time
female3
mix		female4
mix		male3
mix		male4
mix		nodrums
mix		wdrums
mix
Algorithm
K.Iso
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 0.3  2.7  8.0
 2.3  9.8 10.1
-1.3  2.2 14.5
 5.3 11.3 13.5

21.3 12.0 17.5
27.5 29.9 56.8
18.2  8.5 61.3
46.2 64.1 86.7









sim1 sim2 sim3 
10.9  3.2  2.7
16.4  5.9  7.7
15.3  5.5  2.8
13.8  8.2  8.7

37.8 25.9 20.9
62.3 44.9 37.1
58.5 28.6 13.8
70.7 58.6 60.6





























Algorithm
J.Cho
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 4.7  6.3  7.5
 9.1  9.5 13.4
 8.1 11.0 11.1
 7.6 11.4 11.4

38.1 16.9 26.6
65.1 53.9 61.7
45.2 57.2 39.3
57.1 85.8 70.8 		sim1 sim2 sim3 sim4 
 0.8 -0.4  0.2  2.9
 2.9  2.6  3.1  9.2
 1.4 -1.9 -1.1  3.7
 7.6  6.2  6.2  8.9

16.7 13.6 17.6 31.1
 5.4  8.8 20.0 60.2
 5.8  4.9 12.4 37.2
16.2 28.3 43.6 65.3 		sim1 sim2 sim3 
 4.8  9.3  5.6
 9.0 15.9 10.0
 7.4 12.5  9.1
 8.6 15.1  9.8

33.7 31.6 20.2
58.4 67.5 56.2
39.3 46.7 36.4
61.8 69.5 75.7 		sim1 sim2 sim3 sim4 
 1.4  0.5  1.6  2.8
 4.1  5.7  8.7  4.5
 1.5 -1.3  0.7  5.6
 5.8  7.3  8.2  5.4

33.1 32.0 33.7 36.2
58.3 53.8 65.5 59.7
33.3 35.9 36.7 41.6
57.5 51.4 60.8 54.9 		sim1 sim2 sim3 
 7.9  1.5  2.0
10.7 11.7  3.8
12.4  1.9  5.5
13.5 11.0  7.2

38.8 23.0 10.3
60.5 32.0  9.8
52.2 11.8 17.9
60.0 54.7 33.3 		sim1 sim2 sim3 
-3.0  0.9  4.4
 3.3  6.0  6.9
-5.2  0.7  9.0
 4.8  5.9  7.5

40.5 26.8 19.4
61.3 49.9 38.5
48.3 30.5 28.4
60.0 53.0 41.5
Algorithm
F. Nesta (1)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 5.0  7.1  8.5
11.2  8.8 11.6
 6.8 13.7 12.9
 8.8 11.6 12.8

39.4 24.6 18.9
66.5 59.0 56.1
50.2 43.2 64.2
57.0 73.1 86.7 		sim1 sim2 sim3 sim4 
 5.6  4.6  2.6  2.7
10.2  6.4  5.6  7.9
 8.5 10.2  4.2  3.7
 8.5  7.2  5.5  8.1

40.6 37.6 34.2 34.5
66.2 62.9 63.6 68.2
52.5 49.2 40.7 44.0
57.2 60.4 56.7 55.6 		sim1 sim2 sim3 
 3.1  4.5  6.8
 5.2 13.8  8.7
 7.4  4.9 13.0
 5.4 10.7 10.7

38.8 23.3 28.9
62.0 57.5 59.7
50.6 47.7 52.9
58.9 78.6 76.1 		sim1 sim2 sim3 sim4 
 3.0  3.1  5.5  3.8
10.9  3.9  9.7  9.3
 3.3 11.0  8.8  5.6
 7.5  5.6  8.0  6.4

41.1 39.1 38.1 34.6
71.4 64.4 70.6 65.2
52.7 54.0 46.5 50.5
50.8 52.7 55.0 43.7 		sim1 sim2 sim3 
 0.3 -1.0 13.2
 0.5 14.9 18.5
 5.3 -1.8 19.1
 2.5 13.6 15.8

11.1 14.3 18.5
 7.2 41.9 62.6
28.3  9.5 62.2
17.3 70.8 85.7 		sim1 sim2 sim3 
 2.5  2.9 -1.2
 5.4  3.6  7.3
 4.4 10.9 -2.6
 6.8  8.0  10.0

37.6 26.1 36.8
60.7 58.2 60.4
55.1 40.6 47.2
65.8 46.8 60.5
Algorithm
F.Nesta (2)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 5.2  7.9  9.0
12.4 10.2 13.8
 8.0 17.4 14.3
 8.2 10.4 11.4

40.5 39.4 54.6
62.1 64.4 62.8
57.1 54.3 70.3
51.6 62.8 64.8 		sim1 sim2 sim3 sim4 
 6.1  4.7  2.8  2.7
12.0  6.5  5.9  8.0
 9.2 12.3  5.3  4.4
 8.4  6.4  5.1  7.1

42.1 39.9 35.3 35.6
64.8 59.7 61.0 66.8
58.3 55.0 54.1 54.4
51.7 53.4 49.0 47.2 		sim1 sim2 sim3 
 3.5  4.7  6.3
 5.7 17.3  8.9
 8.5  5.8 16.6
 5.5  9.9  7.6

41.6 33.2 43.7
59.6 60.3 69.4
61.2 54.3 69.7
51.0 72.0 41.8 		sim1 sim2 sim3 sim4 
 2.6  2.9  5.6  3.9
12.2  3.7 10.0  9.8
 3.1 13.8 10.4  6.5
 7.4  4.6  7.3  6.3

38.6 37.1 37.4 33.1
70.4 59.0 67.7 54.4
57.0 62.4 55.0 52.4
42.7 45.5 46.8 42.4 		sim1 sim2 sim3 
 0.5 -1.4 13.4
 0.6 14.0 21.0
11.0 -2.1 19.5
 6.0 12.3 15.3

 7.2 15.1 44.7
 5.5 32.3 59.2
36.5 10.2 66.7
11.8 61.3 71.8 		sim1 sim2 sim3 
 2.0  2.5 -1.8
 4.9  3.0  8.8
 4.4 13.0 -2.7
 5.4  8.5 10.2

45.6 23.0 31.3
64.6 43.6 50.9
59.7 42.3 40.4
57.8 45.1 49.7
Algorithm
A.Ozerov and E. Vincent
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 6.7  2.7 -0.2
10.4  3.8 11.9
13.0 13.1  0.6
 9.4  4.9  7.4

17.8 37.6 30.7
52.6 58.0 62.0
63.9 50.8 32.2
86.7 51.3 62.3 		sim1 sim2 sim3 sim4 
 1.0  2.8 -0.7  3.7
 7.2  4.3  3.3 11.0
 0.9 11.2 -1.3  5.6
 8.5  3.5  2.2  6.6

25.5 30.9 28.5 37.5
47.3 39.9 55.6 55.9
23.2 41.7 31.3 51.1
56.8 44.9 52.7 51.9 		sim1 sim2 sim3 
-0.1  1.4  3.3
 1.5 14.8  4.5
-2.6  1.6 11.5
 4.7 15.3  6.2

25.2  8.3 25.6
22.5 33.7 41.0
32.6  4.3 22.3
33.4 77.2 54.2 		sim1 sim2 sim3 sim4 
 1.6  1.7  2.7  1.2
 6.8  3.1  7.0  8.4
 2.3  3.8  4.1  1.1
 4.8  4.6  6.6  6.8

26.8 20.5 26.0 24.6
45.2 26.7 39.0 29.3
30.0 14.8 19.9 34.4
50.5 48.1 54.4 37.9 		sim1 sim2 sim3 
 6.2  8.2 21.6
19.7  9.1 25.5
 6.8 20.2 34.1
14.5 16.0 24.3

24.6 25.5 69.9
69.8 70.1 92.8
30.8 44.4 82.9
69.5 52.4 86.7 		sim1 sim2 sim3 
 1.9  0.4  6.0
 3.9  2.5 16.2
 4.4 -0.2  7.0
 7.0  2.6 14.1

21.4 23.8 14.2
35.9  6.6 55.7
16.3 41.1 11.1
52.7 20.2 56.3
STFT Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
13.3 11.1 12.7
21.9 18.1 22.5
24.5 22.4 21.0
14.0 11.8 13.6

51.1 42.1 53.1
68.5 56.0 67.1
65.9 66.6 68.5
57.3 48.3 58.3 		sim1 sim2 sim3 sim4 
 9.5  9.1 10.7  8.2
15.8 16.2 20.9 15.1
19.6 19.0 17.7 18.3
10.2  9.7 11.8  8.5

42.9 40.9 46.3 36.9
62.0 63.2 64.9 53.3
70.5 69.2 68.6 72.2
46.1 44.0 50.0 40.9 		sim1 sim2 sim3 
 9.3 10.3 11.6
17.4 20.3 20.9
20.3 19.9 22.5
 9.4 10.6 12.0

31.3 41.9 54.5
56.5 58.8 67.1
74.4 71.7 70.1
30.1 45.4 57.3 		sim1 sim2 sim3 sim4 
 9.2 10.2  9.4  9.2
16.9 19.1 18.3 16.2
19.8 20.0 19.8 20.1
 9.4 10.8  9.6  9.6

36.2 36.7 38.4 32.4
66.5 59.0 61.2 47.2
71.8 72.0 70.9 71.4
33.2 38.8 40.7 35.5 		sim1 sim2 sim3 
15.4 15.2 10.0
23.9 21.2 17.3
23.3 25.7 17.8
16.8 16.7 11.0

60.5 37.3 46.5
75.7 65.3 69.8
85.7 50.3 59.2
86.7 43.0 49.1 		sim1 sim2 sim3 
 7.0  6.0  9.3
12.0  9.7 19.4
16.7 16.8 13.5
 7.6  7.5 11.9

56.1 42.6 35.9
66.6 59.7 35.8
71.6 59.6 61.7
54.1 52.0 33.3
Cochleagram Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 9.4  7.6  9.5
15.8 12.7 18.2
18.7 18.8 16.5
10.2  8.2 10.5

32.0 21.3 26.3
53.9 40.4 59.4
73.8 73.2 74.0
33.9 17.2 23.6 		sim1 sim2 sim3 sim4 
 5.9  6.3  7.3  5.3
10.1 12.1 15.9  9.4
15.3 15.0 13.9 14.8
 6.3  6.3  7.9  5.4

23.7 24.5 21.2 24.9
43.3 42.4 50.7 31.6
74.2 71.4 75.0 73.2
19.5 19.9 17.8 23.1 		sim1 sim2 sim3 
 6.6  7.5  9.2
13.1 15.9 16.7
17.3 15.2 19.3
 6.4  7.6  9.7

21.4 24.5 27.6
37.2 43.8 66.4
70.4 73.9 75.3
13.5 22.0 23.8 		sim1 sim2 sim3 sim4 
 6.5  7.3  6.7  6.5
12.4 14.6 13.5 11.6
16.5 15.4 17.1 17.4
 6.3  7.8  6.6  6.7

19.4 20.5 21.4 21.7
54.7 43.5 44.9 16.8
73.5 74.6 71.8 70.1
12.4 15.0 16.4 10.6 		sim1 sim2 sim3 
11.2 11.0  6.1
21.9 14.5 10.7
15.8 20.5 16.4
13.3 13.7  6.1

28.0 19.0 29.1
71.1  5.9 30.4
74.5 73.5 69.6
20.0 13.1 29.8 		sim1 sim2 sim3 
 4.1  4.7  7.7
 7.3  8.1 16.6
14.7 13.7 11.5
 4.8  5.8 10.5

23.2 27.8 23.6
43.9 26.9  8.6
72.9 69.2 69.8
18.4 28.0 16.3
Algorithm
A.Ozerov et al.(SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 0.1  6.6  2.1
 0.1 12.0 14.1
 5.4  8.9  2.5
 1.8 12.9 14.2

16.8 11.5  8.2
 3.8 52.5 54.5
58.3 45.3  9.4
11.2 86.7 84.5 		sim1 sim2 sim3 sim4 
 1.5  2.1  0.5  3.0
 6.1  2.5  4.1 15.6
 0.7 17.1  0.1  3.4
 8.3  6.9  4.4 10.0

36.0 39.1 34.6 34.3
56.0 54.9 57.7 67.8
44.9 59.7 48.1 41.7
52.6 48.8 50.1 62.3 		sim1 sim2 sim3 
 0.4  5.2  1.7
 4.3  6.2  6.7
-0.1 19.8  2.2
 6.1  9.1  9.1

35.3 46.5 31.4
56.4 65.5 57.1
42.6 62.3 48.0
58.2 60.9 67.7 		sim1 sim2 sim3 sim4 
 0.8  1.2  1.1  2.6
11.7  1.6  6.9  6.2
 0.7 11.4  1.4  4.2
 9.1  4.3  5.8  7.3

37.3 37.1 30.6 34.4
77.5 54.9 50.6 62.1
44.2 57.7 53.4 39.3
53.2 47.9 42.9 54.9 		sim1 sim2 sim3 
16.9  2.6 -0.1
20.6 22.7  0.1
24.4  2.6 -6.8
20.7 19.0  3.8

42.6  8.2 23.1
76.0 75.8  3.1
78.3  3.9 60.9
86.7 86.7  7.4 		sim1 sim2 sim3 
-0.4  0.2  3.7
 1.2  0.2 18.8
-3.5  5.0  4.2
 9.2  2.5 18.7

12.1 21.7 15.0
 4.1  1.8 82.6
 2.3 46.8  3.1
19.3  8.5 74.1
Algorithm
H.Sawada (SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 6.3  6.0  7.3
11.8 12.5 10.2
11.1  8.5 15.4
 8.6  9.5 10.2

33.0 39.2 46.7
66.3 62.7 67.3
41.4 58.3 61.8
53.8 52.1 58.7 		sim1 sim2 sim3 sim4 
 0.9  1.4  2.9  3.8
 2.2  8.4  8.2  7.4
 2.8  0.9  3.9  7.0
 4.1  7.7  6.2  6.0

27.7 26.4 32.8 38.5
53.5 42.6 56.2 64.5
53.9 30.1 51.3 57.8
41.3 49.1 46.7 48.7 		sim1 sim2 sim3 
 8.7  6.9  6.1
15.2 14.0 10.7
18.5 10.6 11.9
 9.1  9.0  7.4

35.1 42.6 39.1
65.9 67.1 66.1
71.0 56.8 61.4
32.2 58.3 46.9 		sim1 sim2 sim3 sim4 
 2.3  2.8  3.1  1.9
 4.4 12.0  4.3 10.9
 6.7  3.6 10.6  2.3
 3.9  7.4  3.5  7.2

27.8 24.4 26.4 35.4
49.6 56.3 38.3 71.8
63.6 29.7 66.5 48.8
26.4 49.2 26.3 45.8 		sim1 sim2 sim3 
 4.1  0.2 -1.2
 6.9  4.4  3.0
 7.2 -0.5 -4.6
 9.3  8.3  5.1

33.3 26.3  6.5
58.0 33.6 13.1
40.9 21.7 32.8
52.4 49.8 28.7 		sim1 sim2 sim3 
 2.3 -0.7 -1.4
 4.3  4.3  4.4
 4.4 -3.2 -2.3
 4.6  4.0  5.2

14.9 40.4 23.8
22.5 66.6 40.1
18.1 60.8 28.3
43.0 44.5 48.8
Algorithm
N.Duong (SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 5.3  3.7  0.2
 8.6  5.3  5.8
 8.4  8.1 -1.5
10.8 10.3  7.6

12.8  8.3 19.6
51.3 40.4 40.3
51.2 16.7 23.0
86.7 73.6 57.8 		sim1 sim2 sim3 sim4 
 1.8  2.0  1.6  0.7
 7.4  6.7  3.4  2.7
 1.4  1.5  3.3 -0.6
10.4 10.9  7.8  5.7

 8.2 13.9 16.1 21.1
30.7 42.8 40.1 27.2
 8.9 23.1 22.1 18.0
71.1 70.0 63.2 34.5 		sim1 sim2 sim3 
 2.2  1.4  7.2
 7.4  4.1  9.8
 2.9  1.3 12.8
10.5  6.6 11.2

 8.6 19.6 17.0
44.0 37.6 50.9
19.0 22.8 35.9
80.8 52.6 75.8 		sim1 sim2 sim3 sim4 
 2.4  0.4  2.1  1.3
12.9  1.6  7.7  2.6
 2.3 -1.6  2.4  2.4
12.2  5.0 11.2  4.7

 8.2 16.0  9.4 25.0
46.0 12.3 11.1 20.8
 7.7  8.9  2.3 20.7
81.9 14.1 39.6 30.7 		sim1 sim2 sim3 
 9.6  1.5  2.3
11.6  7.4  4.4
15.1  1.2  4.5
17.9 13.1 14.4

11.3  8.2 10.4
52.8 45.0 15.1
45.1  8.6  4.9
79.1 81.5 15.4 		sim1 sim2 sim3 
 4.3  2.4 -1.9
 6.4  5.7  1.9
 8.1  3.0 -7.8
12.6 10.5  8.5

 8.5  8.2 17.6
11.2 28.8 16.9
 1.4  7.9 12.3
47.6 66.3 15.9
Algorithm
S.Arberet et al. (SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 4.8  3.8  2.3
 6.7  9.7  5.1
10.5  4.3  3.6
 8.4 11.4  4.9

17.1 10.2 36.2
53.8 50.2 57.4
48.9 22.7 47.5
83.0 81.4 52.0 		sim1 sim2 sim3 sim4 
 1.4  2.4  2.6 -0.0
 3.8  6.0  3.9  4.2
 0.5  1.9  6.3 -2.4
 6.8  8.7  6.1  7.3

24.1 33.2 35.2 24.6
48.4 62.5 49.9 41.9
21.2 40.4 46.1 26.5
61.9 63.6 49.7 49.6 		sim1 sim2 sim3 
 3.1  2.3  6.8
13.0  3.4  9.9
 3.1  4.7 10.4
12.7  5.1 11.1

 9.3 35.5 32.5
54.2 54.6 62.6
29.7 43.7 46.7
86.7 55.1 67.7 		sim1 sim2 sim3 sim4 
 2.4  2.5  2.6  1.0
 5.4  9.6  4.3  3.0
 1.9  2.4  3.5 -0.8
 7.9  9.4  5.6  4.6

31.0 18.7 34.7 27.2
57.9 58.6 53.8 27.2
36.7 17.0 40.5 37.3
63.6 72.3 56.6 37.6 		sim1 sim2 sim3 
12.7  2.7  4.3
15.9  9.1  5.7
17.5  2.3  9.2
19.5 13.3 13.7

36.0 30.4 23.7
76.7 75.6 58.4
61.9 31.9 29.1
72.8 55.4 58.3 		sim1 sim2 sim3 
 0.3  1.9  4.2
 3.5  6.2  6.5
-0.5  2.2  6.2
 5.5 10.4  9.8

47.0 34.1 14.8
65.8 61.2 56.4
62.6 43.9 20.8
54.8 61.7 53.0


Simulated recordings with 20cm microphone spacing and 380ms reverberation time
female3
mix		female4
mix		male3
mix		male4
mix		nodrums
mix		wdrums
mix
Algorithm
Y.Hirasawa
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 1.9  2.3  0.0
 5.8  4.7  0.7
 2.8  3.7 -5.1
 7.0  4.8  2.0

14.4 21.8 14.9
24.8 38.8 16.1
30.3 48.2 37.9
35.5 40.7 28.2 		sim1 sim2 sim3 sim4 
 1.7  1.8 -0.0 -0.2
 4.7  5.0  0.7  0.9
 2.0  2.0 -6.2 -5.6
 5.3  4.3 -0.2  1.1

14.6 22.1 13.8 12.7
24.0 27.1 14.0 18.1
35.7 45.5 40.4 38.6
36.5 35.3 27.1 31.0 		sim1 sim2 sim3 
 0.8  0.1  1.9
 1.9  3.8  3.6
-1.2 -3.2  2.5
 2.5  5.2  4.6

15.6 22.0 21.0
22.4 31.9 39.4
37.0 33.0 45.1
30.7 42.2 41.8 		sim1 sim2 sim3 sim4 
 0.0  0.1  1.4 -0.2
 1.0  1.0  3.7  3.5
-5.3 -3.5  1.4 -2.6
 1.4  1.5  4.2  5.3

14.5 16.5 19.4 13.7
22.1 21.8 24.9 22.2
37.1 40.1 40.7 29.7
34.2 33.5 35.1 37.3



















Algorithm
K.Iso
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 3.0  4.5  3.5
 6.4  8.4  6.2
 4.8  6.0  5.3
 8.5 10.6  9.1

16.0 33.5 13.4
11.7 60.0 11.4
 9.5 42.4  4.5
21.3 62.9 33.2









sim1 sim2 sim3 
 2.4  1.0 -0.2
 4.4  5.6  2.7
 4.0 -0.0 -3.3
 8.0  8.9  7.0

25.2 22.9 21.2
29.4 30.9 27.8
21.9 15.9 12.6
39.6 49.3 49.6





























Algorithm
J.Cho
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 2.2  1.5  2.1
 5.8  5.6  5.6
 3.9  3.3  3.8
 7.0  6.4  8.9

35.4 31.5 27.1
63.3 60.5 55.1
47.9 35.7 33.5
52.3 54.5 52.1 		sim1 sim2 sim3 sim4 
 1.5  0.5 -1.2  0.3
 3.9  2.6  2.0  4.2
 1.6 -0.5 -5.5 -0.5
 6.7  7.1  6.2  6.9

12.1 20.7 19.3 21.2
14.1 16.6 19.9 28.0
12.1 17.5 20.9 20.5
40.2 39.2 42.2 46.2 		sim1 sim2 sim3 
 2.2  1.5  0.9
 6.3  6.2  4.1
 4.0  2.3  1.7
 8.5  6.5  5.3

21.3 31.4 23.7
31.5 59.7 31.0
14.5 34.5 22.6
51.5 53.6 46.7 		sim1 sim2 sim3 sim4 
 0.3  0.3 -0.1  1.7
 3.2  2.8  2.6  5.2
-1.0 -0.6 -3.3  2.3
 5.2  6.6  4.5  6.1

18.4 16.0 14.7 20.2
19.3 10.9 13.4 35.9
15.6 14.6 12.2 24.2
45.2 34.9 37.3 47.1 		sim1 sim2 sim3 
-0.4  1.2  0.7
 1.9  4.0  6.1
-3.0  0.5 -0.9
 5.8  5.8  9.1

21.5 19.5 12.2
23.8 16.6 19.6
23.1 16.5 12.3
40.6 41.2 44.5 		sim1 sim2 sim3 
 0.2  0.8 -4.1
 2.9  3.1  3.7
-0.1  0.7 -6.5
 6.8  6.3  6.0

14.9 21.2 12.5
 5.9 13.2 16.2
10.9 16.3 10.5
17.2 37.3 40.8
Algorithm
F.Nesta (1)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 4.9  0.2  1.2
 9.4  5.9  2.2
 6.6 -0.6  1.5
 9.6  8.1  4.8

40.3 32.3 31.3
67.2 57.4 42.3
54.3 33.8 45.6
50.9 55.5 45.0 		sim1 sim2 sim3 sim4 
 1.4 -0.1  2.2  0.2
 2.2  5.2  4.9  3.0
 2.3 -1.7  2.9 -2.3
 4.6  7.2  5.6  4.4

30.8 32.5 19.8 17.2
47.4 54.4 11.8  7.3
49.0 40.1 21.7 14.1
43.4 45.5 34.8 35.9 		sim1 sim2 sim3 
 5.0  3.6  4.6
 7.6  6.0  9.1
 8.7  6.5  6.8
 8.4  6.6  7.1

39.8 38.9 39.8
64.2 66.2 64.6
52.7 54.3 50.3
52.4 45.4 52.2 		sim1 sim2 sim3 sim4 
 2.7  3.5  0.9  1.7
 4.9  7.0  4.8  2.9
 5.1  5.3 -0.3  3.6
 5.3  6.0  5.5  4.0

29.6 35.7 28.7 32.2
53.0 62.3 45.3 46.2
51.7 52.2 44.1 54.7
34.4 42.6 37.1 40.3 		sim1 sim2 sim3 
 4.9  2.4  0.9
 9.3  7.9  1.9
 6.1  2.2 -1.2
10.1  8.4  4.8

21.8 32.5 29.4
27.1 53.3 24.9
34.9 35.7 26.9
39.4 58.5 43.6 		sim1 sim2 sim3 
 4.3  6.2  0.4
 6.2  8.9  5.0
 8.4 10.9 -1.4
 8.7 10.3  5.6

33.6 39.5 15.6
36.1 55.9 24.4
45.2 51.3 14.2
35.1 53.2 38.7
Algorithm
F.Nesta (2)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 5.8  0.3  1.4
12.4  6.7  2.3
 7.7 -0.1  2.5
 9.4  8.9  5.1

35.9 29.0 29.4
61.2 53.8 40.0
47.6 30.0 37.5
62.3 62.0 42.6 		sim1 sim2 sim3 sim4 
 1.3 -0.4  2.5  0.2
 2.0  5.8  5.6  3.3
 3.5 -1.8  3.4 -2.5
 5.1  8.5  6.3  4.5

30.5 33.4 16.5 13.3
47.6 56.0 13.9 10.3
45.8 40.8 16.3 12.2
47.3 53.3 24.9 29.6 		sim1 sim2 sim3 
 6.0  4.6  5.6
 9.8  7.0 11.4
 9.7  9.0  8.2
 8.7  7.7  8.0

36.3 40.4 38.1
60.2 61.9 61.0
46.3 53.4 48.4
58.9 55.6 59.3 		sim1 sim2 sim3 sim4 
 3.6  4.3  1.3  2.1
 6.0  8.4  6.3  3.1
 7.5  6.9  0.2  5.2
 6.4  7.1  6.7  4.6

32.9 37.3 27.1 33.3
57.2 63.7 49.4 42.4
45.5 49.5 37.4 50.0
48.2 52.1 48.8 43.7 		sim1 sim2 sim3 
 5.5  1.9  0.7
12.4  9.1  1.7
 7.4  2.0 -1.7
10.2  8.3  3.2

19.5 34.3 25.0
34.1 51.7 24.9
29.0 37.9 32.6
42.3 55.8 37.6 		sim1 sim2 sim3 
 4.9  6.7  0.7
 7.2 10.6  5.3
 9.6 10.4 -1.0
 9.5 10.4  5.4

31.3 38.1 12.4
42.1 53.3 25.5
41.6 47.0 13.9
34.8 54.0 45.2
Algorithm
A.Ozerov and E. Vincent
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 4.6  0.8 -0.8
 8.7  1.9  7.5
 7.3  0.5 -1.5
 8.9  3.4  7.8

37.0 26.1 30.1
58.4 39.5 49.6
48.9 35.4 31.0
56.6 45.3 57.2 		sim1 sim2 sim3 sim4 
 0.7  2.1 -0.4  0.5
 2.2  4.1  5.3  6.4
 0.9  4.1 -1.8  0.3
 4.7  4.7  7.5  4.9

25.5 32.4 33.3 29.8
41.0 39.3 51.9 47.8
31.3 43.3 42.7 33.1
48.2 43.7 51.6 51.2 		sim1 sim2 sim3 
 2.1  2.7  4.8
 8.4  5.0  7.9
 2.7  5.7  8.3
 7.2  4.7  8.4

36.2 33.8 38.8
56.5 57.2 61.3
47.0 43.5 50.8
54.5 53.4 57.9 		sim1 sim2 sim3 sim4 
 1.3  1.8  0.5  1.7
 3.4  3.5  6.3  5.9
 1.9  4.4  0.1  2.5
 4.6  4.9  5.6  5.5

32.9 32.6 30.6 33.7
53.6 46.2 48.7 56.6
48.8 46.4 41.9 46.0
46.4 46.9 47.7 50.5 		sim1 sim2 sim3 
 1.0 -0.0  4.2
10.5  1.1  7.9
 1.1 -2.8  6.7
 9.5  6.4 11.9

11.8 12.6 15.3
 7.8  3.8 26.8
 4.8  4.4 11.5
36.8 10.7 45.2 		sim1 sim2 sim3 
 2.0 -1.6  2.7
 3.7  3.7  7.6
 4.8 -3.1  3.8
 8.5  7.5 10.3

24.1 13.6 25.4
23.1 22.4 39.7
27.4  3.4 25.1
17.8 57.7 51.1
STFT Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 9.7  9.5  9.8
17.6 16.8 16.2
17.2 18.3 19.9
10.9 10.1 10.8

44.0 46.4 47.1
60.9 64.5 63.6
59.5 63.5 67.7
51.6 55.0 52.1 		sim1 sim2 sim3 sim4 
 10.0 10.2  8.8  7.6
18.7 18.2 15.1 13.6
20.5 19.0 17.7 17.0
10.3 11.0  9.6  8.1

41.5 36.3 42.0 35.7
61.5 52.9 59.2 51.1
61.3 70.8 66.5 70.0
52.1 41.3 48.9 41.1 		sim1 sim2 sim3 
 8.9  9.1 10.1
16.4 18.1 20.1
19.7 19.7 19.6
 9.1  9.3 10.5

40.6 39.4 45.7
61.5 59.7 61.8
71.1 71.2 66.9
43.3 42.6 51.6 		sim1 sim2 sim3 sim4 
 7.8  7.8  7.9  7.7
14.5 15.3 14.3 14.8
17.5 16.2 18.4 15.9
 8.2  8.0  8.2  8.2

34.9 36.3 35.4 30.7
55.6 58.5 53.2 46.6
68.1 69.9 70.2 71.7
40.2 39.3 39.9 32.2 		sim1 sim2 sim3 
11.9 13.5 11.1
20.9 21.5 17.2
18.0 20.8 22.7
13.8 15.1 12.3

39.1 30.8 47.8
57.3 70.3 64.4
54.3 44.5 64.1
41.0 41.4 57.2 		sim1 sim2 sim3 
 9.8 10.5  5.3
17.7 20.2 10.2
17.5 18.6 15.1
10.7 11.5  4.9

35.4 45.1 24.3
75.8 65.1  5.7
52.0 60.2 74.5
58.7 55.7  6.3
Cochleagram Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 7.0  7.0  6.7
13.9 14.0 12.5
14.6 15.9 15.4
 7.4  7.2  7.1

29.2 26.4 25.3
39.6 44.0 35.1
71.6 72.6 72.0
30.3 24.2 22.4 		sim1 sim2 sim3 sim4 
 6.8  7.2  5.6  4.9
13.0 13.9  9.5  8.6
14.5 15.4 13.7 14.8
 7.1  7.6  6.2  4.9

24.5 23.9 23.7 23.9
32.1 29.3 35.0 26.0
70.9 73.1 72.4 72.4
20.6 16.9 18.6 18.3 		sim1 sim2 sim3 
 6.2  6.4  7.4
12.3 14.0 15.4
16.7 16.0 15.6
 6.0  6.2  7.7

23.5 24.5 25.6
36.7 37.1 40.9
73.0 71.8 72.5
18.2 20.2 22.8 		sim1 sim2 sim3 sim4 
 5.3  5.0  5.5  5.0
10.6 10.0 10.0  9.9
14.4 12.8 14.9 11.7
 5.3  4.8  5.6  5.2

20.7 22.9 19.8 22.1
22.3 29.6 31.7 18.7
70.5 72.4 73.1 68.1
 9.9 16.6 10.4  9.9 		sim1 sim2 sim3 
 8.0  9.0  7.7
13.9 13.5 12.6
13.4 15.5 17.0
10.0 11.7  8.8

25.4 23.4 23.1
16.2 16.7 17.6
71.4 63.9 71.2
22.9 24.3 10.4 		sim1 sim2 sim3 
 6.3  7.1  3.1
12.0 15.0  6.0
12.7 13.4 12.5
 7.1  8.1  1.8

29.9 24.7 26.0
34.6 24.7  1.7
67.6 69.9 68.4
36.4 19.4  3.3
Algorithm
A.Ozerov et al.(SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
-1.2  4.0  0.5
 8.9  7.5  1.3
-1.5  6.8  0.9
 9.2  10.0  4.9

31.5 38.5 27.9
58.9 59.5 34.5
35.0 50.8 35.8
57.3 55.7 40.8 		sim1 sim2 sim3 sim4 
-1.5  1.0 -1.3  0.7
 5.2  2.1  6.8  1.5
-3.4  1.8 -2.3  2.3
 5.9  4.3  7.9  4.9

25.4 29.1 30.0 25.8
49.6 41.5 56.6 38.8
32.2 48.4 37.5 37.4
51.1 43.2 52.9 45.0 		sim1 sim2 sim3 
 3.7  1.4  0.6
 6.9  2.6  7.7
 5.7  3.4  0.5
10.3  4.5  8.5

34.5 32.3 33.3
61.4 50.5 60.7
44.0 46.7 38.0
57.1 48.5 59.0 		sim1 sim2 sim3 sim4 
 0.5  1.4  0.2  0.2
 2.0  2.7  5.8  6.6
 0.7  4.2 -0.8 -0.5
 5.6  5.3  5.5  6.7

28.8 30.0 28.8 33.8
45.5 44.9 55.6 61.1
40.2 48.6 43.3 44.3
46.9 44.7 44.2 50.8 		sim1 sim2 sim3 
 0.1  0.3  1.0
10.2  1.1  3.0
 0.1 -4.1  1.3
12.1  4.8  6.6

 9.7 24.9 16.0
10.7 19.9  8.2
 1.3 21.3 23.7
51.3 33.4 12.0 		sim1 sim2 sim3 
 3.3  3.1 -0.7
 5.3  5.9  8.9
 6.6  5.6 -1.5
 8.9  9.3  6.2

28.2 32.3 16.5
38.0 46.0 30.3
36.4 35.7 12.7
30.1 51.0 46.0
Algorithm
H.Sawada (SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 4.4  4.1  4.6
 7.1  8.6 11.1
 9.5  6.3  7.8
 7.0  7.3  7.1

34.1 40.5 36.9
60.5 67.3 64.9
49.8 57.6 53.0
51.5 49.7 51.2 		sim1 sim2 sim3 sim4 
 4.4  2.1  1.9  0.8
 6.5  7.5  3.9  5.6
 9.8  3.3  3.8  0.3
 6.6  4.7  5.1  6.1

29.5 29.1 31.5 28.9
60.7 62.7 54.6 63.4
51.4 51.7 54.7 40.9
43.5 38.5 43.4 43.6 		sim1 sim2 sim3 
 1.3  1.4  2.5
 5.4  5.7  4.8
 1.1  1.5  5.1
 5.6  6.4  6.5

23.8 15.8 24.1
30.9 21.1 36.4
27.2 15.7 22.9
44.5 41.1 49.3 		sim1 sim2 sim3 sim4 
 2.5  3.3  3.0  2.9
 5.5  7.7  6.6  5.7
 4.8  5.6  5.5  5.6
 4.7  5.3  5.0  4.7

26.7 25.5 30.8 25.4
59.4 55.2 66.2 44.5
52.4 40.7 53.0 42.4
33.6 44.1 35.5 43.0 		sim1 sim2 sim3 
 1.0  2.6 -0.7
 9.3  4.3  1.8
 0.6  5.3 -6.3
 9.9  4.5  5.2

10.7 11.8 19.1
 9.0 15.6 11.6
 7.4 15.3 20.0
37.0 40.7 36.4 		sim1 sim2 sim3 
-2.4  2.5  4.9
 5.0  4.4  8.6
-5.0  5.3  8.9
 5.2  4.8  8.4

11.4 25.3 34.5
20.7 29.8 52.9
 9.8 52.5 41.1
43.5 35.1 53.3


Simulated recordings with 4cm microphone spacing and 380ms reverberation time
female3
mix		female4
mix		male3
mix		male4
mix		nodrums
mix		wdrums
mix
Algorithm
K.Iso
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 3.5  3.6  3.0
 6.6  6.4  5.8
 4.8  4.2  4.1
 9.7  9.5  9.8

33.4 35.1 27.2
60.1 61.6 54.7
42.4 41.0 33.1
60.5 56.5 64.4









sim1 sim2 sim3 
 3.3  5.2  3.6
 7.3  7.2 10.2
 4.6  10.0  4.4
 7.9  8.6  8.2

34.9 35.9 34.7
60.4 58.7 64.0
39.7 42.0 44.7
58.5 57.1 63.3





























Algorithm
J.Cho
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 0.7 -0.0 -1.5
 2.5  4.6  1.9
 0.4 -0.9 -2.0
 6.9  6.7  7.1

32.0 29.9 30.7
53.4 57.8 57.5
44.0 30.5 36.7
48.7 62.4 56.3 		sim1 sim2 sim3 sim4 
 1.7  0.3 -0.4 -0.3
 4.4  2.1  3.4  2.3
 1.9 -2.3 -2.9 -3.1
 5.6  5.4  5.0  5.2

29.0 31.5 25.1 25.7
43.5 52.4 53.8 40.5
30.1 35.6 28.5 34.6
51.0 53.0 48.4 46.8 		sim1 sim2 sim3 
 1.6  2.1  3.8
 9.7  7.8  6.5
 4.0  4.3  9.2
 5.8  5.6  6.8

36.9 35.3 32.6
70.0 61.4 60.4
46.3 43.8 43.6
53.4 52.2 51.5 		sim1 sim2 sim3 sim4 
 2.0  0.8  0.9  2.1
 3.2  4.4  4.9  5.8
 2.4 -0.4 -0.3  3.0
 5.3  6.7  5.6  7.3

21.9 21.1 33.7 26.1
30.2 34.6 60.6 50.8
29.7 20.0 43.5 31.6
43.5 49.9 49.8 52.4 		sim1 sim2 sim3 
 0.9 -2.1 -0.1
 2.9  2.5  4.2
 2.6 -5.4 -0.9
 4.7  6.2  7.4

15.8 10.9 18.4
 8.5  3.2  8.8
15.3  5.5  9.0
12.6 23.2 35.5 		sim1 sim2 sim3 
 3.4  1.7 -9.1
 4.8  5.3  0.3
 8.3  3.1 -16.2
 8.0  7.2  6.1

37.1 11.0  5.4
56.1 40.0  9.8
51.4 19.0  5.4
45.3 46.8 42.6
Algorithm
F. Nesta (1)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 4.5  3.8  4.0
 6.3 11.4  5.7
 7.7  4.2  8.7
 7.8 10.1  7.2

36.0 33.2 39.6
57.9 66.9 64.9
50.4 37.4 57.7
47.8 63.9 49.5 		sim1 sim2 sim3 sim4 
 1.7  3.1  2.9  2.4
 6.4  5.6  6.0  4.1
 1.6  5.2  3.5  4.9
 4.8  5.3  6.5  5.2

29.2 32.3 33.7 34.9
62.4 57.3 57.5 58.5
45.0 50.2 54.9 53.9
36.2 41.3 41.4 44.9 		sim1 sim2 sim3 
 4.0  4.4  5.9
 8.8  9.7  8.4
 6.2  6.6 12.0
 6.4  7.4  7.8

37.9 39.4 36.4
69.0 68.2 62.9
54.5 53.3 58.3
46.1 50.9 43.3 		sim1 sim2 sim3 sim4 
 1.3  3.7  2.8  3.4
 6.8  7.1  4.7  5.0
 1.1  5.2  5.0  8.6
 5.2  6.5  5.6  7.0

37.2 30.5 32.5 30.1
66.0 55.1 58.6 50.3
50.4 46.1 50.8 53.7
43.9 42.2 43.1 36.4 		sim1 sim2 sim3 
 1.1  1.8  4.2
 8.0  3.5  5.8
 0.3  3.1  8.5
 8.4  5.2  8.3

21.1 21.6 28.0
17.1  9.7 19.9
10.8 24.1 24.9
43.5 28.8 26.0 		sim1 sim2 sim3 
 4.8  7.2 -5.0
 6.7  8.9  1.1
 8.7 13.1 -13.4
 8.9 12.7  4.8

25.9 42.5  7.2
63.3 68.8  6.4
33.8 59.5  10.0
40.3 60.6 36.1
Algorithm
F.Nesta (2)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 5.4  4.2  4.2
 7.6 12.8  5.5
 8.7  4.8 11.7
 8.9 10.1  7.1

33.5 20.7 38.7
55.5 58.5 58.9
43.8 29.8 54.9
54.1 73.9 52.8 		sim1 sim2 sim3 sim4 
 2.8  3.7  3.4  2.9
 7.5  6.0  7.2  4.3
 3.4  6.6  4.1  7.1
 6.2  5.8  7.8  5.8

29.7 31.4 34.0 36.7
58.4 56.4 54.8 52.8
38.0 44.6 50.9 49.3
51.7 52.2 49.4 50.8 		sim1 sim2 sim3 
 5.0  5.2  7.3
10.0 10.7 10.4
 8.0  8.5 13.6
 7.1  7.5  9.0

36.0 40.9 38.2
61.3 66.6 58.4
46.3 54.1 52.5
57.2 56.3 53.1 		sim1 sim2 sim3 sim4 
 2.1  4.5  3.0  3.9
 8.1  8.5  4.7  5.0
 2.1  6.3  5.8 12.0
 6.3  7.8  6.0  8.4

36.1 30.6 32.3 30.0
61.3 50.2 53.5 40.7
42.4 36.4 46.1 51.6
55.4 52.2 50.0 41.7 		sim1 sim2 sim3 
 0.7  1.8  3.9
 8.3  3.5  5.9
-0.3  3.4  7.7
 7.8  5.3  7.0

16.9 19.4 23.6
18.5  9.3 19.4
 6.2 21.4 23.3
49.0 23.3 21.6 		sim1 sim2 sim3 
 5.5  8.6 -4.3
 7.9 11.3  0.8
11.1 14.0 -15.9
 8.4 13.4  5.8

18.1 40.0  6.9
64.6 68.4 10.7
40.0 57.9 12.2
44.5 62.8 40.4
Algorithm
A.Ozerov and E. Vincent
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 2.1 -0.8  1.0
 3.4  8.5  2.8
 8.6 -0.6  3.4
 4.3 12.9  5.8

34.2  8.7 32.0
54.3 51.7 44.1
50.0 11.7 44.1
49.8 83.2 42.9 		sim1 sim2 sim3 sim4 
 0.1 -1.9  0.5  1.0
 1.7  4.8  3.0  5.3
 0.1 -2.8  0.3  2.2
 3.8  4.3  3.5  4.8

31.4 27.4 15.2 15.3
45.9 50.2 19.8 17.5
41.5 30.0 16.0 14.1
48.1 51.7 36.4 33.4 		sim1 sim2 sim3 
-0.9  1.4  0.8
 6.6  8.3  1.8
-2.5  1.9  1.9
 6.4  8.4  3.9

32.0 26.3 28.5
58.5 58.0 32.5
34.0 31.7 33.5
57.5 67.8 35.7 		sim1 sim2 sim3 sim4 
-0.5  1.6 -0.3 -1.8
 2.3  3.1  0.5  7.8
-4.6  4.6 -6.4 -0.5
 2.4  1.1  3.9 11.5

16.6 12.5 14.2 10.3
12.3  9.4 15.7 29.6
37.4 33.5 13.3  2.9
23.1 19.4 38.7 71.3 		sim1 sim2 sim3 
 1.8  2.8  1.0
 5.6 10.1  2.4
 1.2  3.6  1.8
 6.1 10.1  3.8

21.3 17.4 17.1
16.4 23.9  7.6
15.2 11.4 23.4
39.2 43.1 15.0 		sim1 sim2 sim3 
 2.0 -11.8  1.9
 4.2  1.3  2.4
 4.4 -17.1 11.4
 9.6  10.0  7.0

15.7  5.6 24.5
40.9  7.5 16.6
24.9  2.2 49.7
40.9 50.8  9.8
STFT Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
11.3  8.4  9.4
20.1 14.5 15.9
18.7 17.8 18.2
12.2  8.9 10.3

45.7 42.6 46.1
62.3 60.1 64.1
62.6 59.1 67.8
52.2 52.7 51.0 		sim1 sim2 sim3 sim4 
 8.2  9.6 10.1 10.1
15.3 15.9 18.3 19.2
16.6 22.5 18.4 19.3
 8.6 10.1 10.8 10.6

41.3 34.8 45.0 45.2
57.1 52.9 61.5 60.3
60.4 69.9 65.6 65.6
49.6 38.8 51.9 51.4 		sim1 sim2 sim3 
 8.2 11.0  8.9
16.0 21.5 15.9
19.7 18.9 19.4
 8.3 11.8  9.3

41.6 42.0 43.0
62.2 60.7 62.4
70.7 68.0 62.7
44.3 47.6 52.5 		sim1 sim2 sim3 sim4 
 8.2  10.0  8.4  8.6
15.0 19.1 15.9 15.9
19.3 18.9 18.4 18.0
 8.4 10.5  8.8  9.2

37.0 38.4 33.1 34.3
60.9 55.5 53.5 46.4
70.3 69.5 72.0 69.6
39.6 43.8 35.2 39.4 		sim1 sim2 sim3 
 6.8  7.7  7.4
12.8 14.4 14.6
15.5 16.1 14.0
 7.1  8.3  8.3

39.7 43.2 39.0
61.2 55.6 63.8
54.5 61.4 54.2
55.0 49.0 58.2 		sim1 sim2 sim3 
11.9  4.0 14.2
19.3  7.2 25.8
21.5 16.4 19.8
12.9  2.7 15.9

30.2 24.8 38.0
31.4  4.4 73.2
64.0 80.3 76.6
33.5 15.9 86.7
Cochleagram Ideal Binary Mask
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 8.0  4.6  5.8
15.4  9.0 12.0
14.1 12.7 12.6
 8.7  4.2  6.2

27.7 23.5 22.5
34.4 34.0 38.1
72.0 71.0 72.6
26.8 17.3 17.8 		sim1 sim2 sim3 sim4 
 4.4  6.2  6.7  6.6
 8.6 10.6 13.2 13.2
12.0 16.0 14.7 15.1
 4.1  6.3  6.9  6.6

24.3 22.8 23.7 25.3
21.2 28.5 37.3 28.1
69.1 70.4 72.7 71.3
16.5 16.7 17.6 21.3 		sim1 sim2 sim3 
 5.4  8.0  6.1
11.0 16.9 11.8
16.0 14.5 15.3
 5.2  8.9  6.1

21.9 26.1 24.0
37.0 35.3 39.4
72.2 71.6 71.7
14.9 23.9 18.7 		sim1 sim2 sim3 sim4 
 5.4  7.0  5.4  5.3
10.3 13.4 10.7  9.4
16.1 14.8 14.0 14.8
 5.2  7.5  5.2  5.8

21.9 23.9 20.1 22.5
38.0 27.4 26.7 13.2
71.4 72.3 69.5 72.5
14.4 16.4  9.5 11.0 		sim1 sim2 sim3 
 3.1  4.7  4.1
 5.5  9.4  8.8
10.1 10.6  8.9
 2.7  5.1  4.4

18.7 25.1 22.3
 5.9 15.6 11.4
70.6 64.7 67.0
11.5 23.3 19.4 		sim1 sim2 sim3 
 8.8  2.5 11.4
15.3  5.4 21.0
17.3 15.4 17.3
 9.7  0.0 13.2

26.7 19.2 39.8
 2.9  2.5 53.8
63.5 73.9 71.8
 2.8  8.1 43.9
Algorithm
A.Ozerov et al.(SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 0.9  2.5  0.3
10.5  5.2  0.6
 0.3  5.1 -2.2
11.5  7.0  0.1

11.6 33.2  8.9
14.9 56.1  3.8
 2.6 37.1 34.4
53.2 57.0 11.1 		sim1 sim2 sim3 sim4 
-3.4  0.4 -1.5 -0.0
 6.1  0.9  4.4  0.0
-5.2  0.5 -3.7 -4.2
 8.4  2.7  8.9 -2.0

22.9 27.0 20.5 13.7
58.1 33.9 33.6  1.5
21.7 49.5 12.8 60.0
56.6 38.7 54.2  6.1 		sim1 sim2 sim3 
 0.2 -1.1 -0.2
 0.3  8.4  9.1
 5.2 -1.9 -0.2
 2.7  9.6  9.4

11.0 15.2 31.1
 5.3 43.5 63.1
46.7  7.4 38.8
12.4 69.8 62.5 		sim1 sim2 sim3 sim4 
-1.9  0.6 -0.5  3.0
 9.6  0.9  1.4  7.5
-2.8  6.1 -5.6  4.3
 8.3  2.4  6.9  8.5

36.5 24.3 26.8 32.0
70.8 27.2 45.8 53.7
43.8 54.0 35.6 47.1
52.4 32.5 49.1 49.7 		sim1 sim2 sim3 
 0.8  0.5  4.0
 8.6  0.9 11.6
-0.1  2.6  5.0
 9.1  3.5 10.9

15.4 14.2 19.8
18.9  2.1 30.9
 5.1 25.1 18.4
53.3  9.0 37.4 		sim1 sim2 sim3 
-4.6  3.5 -0.1
 0.8  6.2  3.9
-15.3  5.7 -0.3
 4.8  9.9  7.6

 8.9 38.5 13.9
 2.8 58.0 47.7
28.5 51.8 10.6
16.2 52.5 51.8
Algorithm
H.Sawada (SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 3.4  3.0  3.1
 7.1  5.9  6.5
 4.2  5.3  5.4
 7.9  7.2  6.7

34.9 36.3 35.2
66.3 61.3 64.3
47.1 47.9 55.0
51.7 55.1 48.6 		sim1 sim2 sim3 sim4 
 0.6 -1.6  1.6  1.3
 3.5  3.4  3.0  4.1
-0.8 -5.4  4.2  1.0
 4.1  5.6  5.1  5.3

26.2 24.9 32.3 25.3
41.1 63.3 54.5 40.2
38.3 41.7 46.6 34.4
45.5 38.8 49.5 45.3 		sim1 sim2 sim3 
 4.0  5.4  3.1
 9.0  8.2  9.9
 6.6 11.1  5.2
 6.4  7.3  6.0

37.2 34.5 38.0
68.8 64.3 69.6
52.8 56.6 56.1
47.4 44.0 46.3 		sim1 sim2 sim3 sim4 
 0.0  2.0  1.9 -0.0
 2.3  4.1  6.9  4.1
-1.4  2.6  3.0 -1.5
 4.3  3.9  5.3  5.3

23.7 23.4 35.0 21.6
39.5 39.0 69.5 38.6
42.3 35.4 51.9 40.7
42.4 43.9 43.5 40.0 		sim1 sim2 sim3 
 1.7  2.2  0.6
 5.8  5.4  4.2
 2.3  3.5 -0.4
 4.5  6.0  5.4

22.5 24.1 17.9
19.9 19.1 12.5
24.3 25.7 15.4
39.7 28.5 35.5 		sim1 sim2 sim3 
 5.0 -7.1  6.0
 8.2  1.4  7.5
 9.3 -15.8 14.2
 8.0  5.0 10.1

16.1  5.6 44.4
65.0 13.5 61.9
36.9  8.7 61.1
34.7 42.3 52.4
Algorithm
N.Duong (SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 0.4  0.4  0.5
 1.0  4.9  4.1
-0.1 -0.6 -1.0
 5.6 10.0 10.5

14.4  8.2  8.7
19.8 24.5 14.8
 8.2  8.3  3.1
33.2 63.0 45.3 		sim1 sim2 sim3 sim4 
-0.3  0.9 -0.7  0.3
 1.3  2.7  5.0  1.8
-3.1  0.0 -2.9 -2.1
 5.8  7.6  9.3  6.9

13.8 16.9 11.3 12.2
16.4 10.6 10.7 16.6
 5.2  9.7  3.2  4.3
39.5 11.6 25.8 41.4 		sim1 sim2 sim3 
 1.3 -0.8  1.0
 3.7  3.9  3.5
 0.5 -2.8  0.8
 7.6  9.0  7.9

14.6 10.2 13.3
11.2 17.1 33.9
 5.4  3.9 15.6
23.6 52.2 60.9 		sim1 sim2 sim3 sim4 
-2.2 -0.1  1.2  0.4
 5.8  2.0  2.7  1.2
-4.5 -2.3  1.5 -1.9
 9.7  8.5  7.1  3.3

13.7 15.3 19.7 15.9
33.4 23.6 18.1 13.8
10.1  6.8 15.5 11.3
66.5 50.2 24.9 22.3 		sim1 sim2 sim3 
 3.7 -0.2  1.4
 6.4  2.4  4.9
 6.0 -3.6  0.3
10.3  6.9 10.1

10.0 10.4 10.5
13.8  2.8  5.6
 6.1  2.9  2.5
13.8  3.5 15.0 		sim1 sim2 sim3 
-9.0  1.6  3.6
 2.5  3.7  4.4
-13.9  2.5 10.5
 8.5  8.8 10.2

 8.2 10.9 20.1
16.8 27.6 55.6
 1.6  4.4 36.0
58.7 56.7 38.7
Algorithm
S.Arberet et al. (SiSEC2010)
SDR (dB)
ISR (dB)
SIR (dB)
SAR (dB)

OPS 
TPS 
IPS 
APS 		 sim1 sim2 sim3 
 0.1  2.0  1.5
 2.1  3.3  6.8
-3.5  3.8  0.1
 5.1  4.6 11.1

23.3 27.1 16.9
32.4 40.1 32.4
17.2 26.1 12.4
49.0 49.8 48.2 		sim1 sim2 sim3 sim4 
 0.4  1.4 -0.1  0.6
 1.7  3.7  3.5  2.4
-1.7 -0.2 -4.2 -1.8
 6.1  7.6  7.6  5.4

16.2 20.1 15.3 18.4
28.3 16.3 16.6 35.1
13.1 20.2 13.1 12.5
46.7 25.6 26.2 53.8 		sim1 sim2 sim3 
 1.7 -1.1  3.0
 2.5  7.7  5.2
 2.5 -3.2  5.7
 4.3  9.8  6.9

24.6 14.9 35.9
23.9 45.0 58.1
37.6  9.4 41.3
35.1 70.8 55.7 		sim1 sim2 sim3 sim4 
 1.4  0.2  1.0  0.8
 2.3  1.3  5.2  4.9
 0.4 -6.9 -0.6 -1.2
 5.1  4.6  8.8  8.9

25.4 19.2 18.0 10.4
34.3 14.8 38.1 11.0
32.8 21.1 12.2  3.9
42.4 29.7 56.4 37.4 		sim1 sim2 sim3 
 3.3 -0.4  1.9
 6.3  2.7  4.0
 4.3 -5.4  1.3
10.4  7.9  9.3

19.5 12.6 18.5
20.6  3.0 12.7
13.5  3.1  8.1
26.4 12.5 27.4 		sim1 sim2 sim3 
-6.5  2.3  4.3
 2.5  6.0  6.0
-13.6  3.2  8.6
 6.6  9.0 10.0

10.9 11.6 32.7
18.4 47.5 64.5
 10.0  9.5 50.6
47.3 55.5 49.0